{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 用来正常显示负号"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib as mpl\n",
    "\n",
    "\n",
    "vegetables = [\"cucumber\", \"tomato\", \"lettuce\", \"asparagus\",\n",
    "              \"potato\", \"wheat\", \"barley\"]\n",
    "farmers = [\"Farmer Joe\", \"Upland Bros.\", \"Smith Gardening\",\n",
    "           \"Agrifun\", \"Organiculture\", \"BioGoods Ltd.\", \"Cornylee Corp.\"]\n",
    "\n",
    "harvest = np.array([[0.8, 2.4, 2.5, 3.9, 0.0, 4.0, 0.0],\n",
    "                    [2.4, 0.0, 4.0, 1.0, 2.7, 0.0, 0.0],\n",
    "                    [1.1, 2.4, 0.8, 4.3, 1.9, 4.4, 0.0],\n",
    "                    [0.6, 0.0, 0.3, 0.0, 3.1, 0.0, 0.0],\n",
    "                    [0.7, 1.7, 0.6, 2.6, 2.2, 6.2, 0.0],\n",
    "                    [1.3, 1.2, 0.0, 0.0, 0.0, 3.2, 5.1],\n",
    "                    [0.1, 2.0, 0.0, 1.4, 0.0, 1.9, 6.3]])\n",
    "\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "im = ax.imshow(harvest)\n",
    "\n",
    "# Show all ticks and label them with the respective list entries\n",
    "ax.set_xticks(range(len(farmers)), labels=farmers,\n",
    "              rotation=45, ha=\"right\", rotation_mode=\"anchor\")\n",
    "ax.set_yticks(range(len(vegetables)), labels=vegetables)\n",
    "\n",
    "# Loop over data dimensions and create text annotations.\n",
    "for i in range(len(vegetables)):\n",
    "    for j in range(len(farmers)):\n",
    "        text = ax.text(j, i, harvest[i, j],\n",
    "                       ha=\"center\", va=\"center\", color=\"w\")\n",
    "\n",
    "ax.set_title(\"简单热力图\")\n",
    "fig.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib\n",
    "# 可以调用绘制热力图以及注解的函数\n",
    "def heatmap(data, row_labels, col_labels, ax=None,\n",
    "            cbar_kw=None, cbarlabel=\"\", **kwargs):\n",
    "    \"\"\"\n",
    "    Create a heatmap from a numpy array and two lists of labels.\n",
    "\n",
    "    Parameters\n",
    "    ----------\n",
    "    data\n",
    "        A 2D numpy array of shape (M, N).\n",
    "    row_labels\n",
    "        A list or array of length M with the labels for the rows.\n",
    "    col_labels\n",
    "        A list or array of length N with the labels for the columns.\n",
    "    ax\n",
    "        A `matplotlib.axes.Axes` instance to which the heatmap is plotted.  If\n",
    "        not provided, use current Axes or create a new one.  Optional.\n",
    "    cbar_kw\n",
    "        A dictionary with arguments to `matplotlib.Figure.colorbar`.  Optional.\n",
    "    cbarlabel\n",
    "        色条的标注，可选\n",
    "    **kwargs\n",
    "        All other arguments are forwarded to `imshow`.\n",
    "    \"\"\"\n",
    "\n",
    "    if ax is None:\n",
    "        ax = plt.gca()\n",
    "\n",
    "    if cbar_kw is None:\n",
    "        cbar_kw = {}\n",
    "\n",
    "    # Plot the heatmap\n",
    "    im = ax.imshow(data, **kwargs)\n",
    "\n",
    "    # Create colorbar\n",
    "    cbar = ax.figure.colorbar(im, ax=ax, **cbar_kw)\n",
    "    cbar.ax.set_ylabel(cbarlabel, rotation=-90, va=\"bottom\")\n",
    "\n",
    "    # Show all ticks and label them with the respective list entries.\n",
    "    ax.set_xticks(range(data.shape[1]), labels=col_labels,\n",
    "                  rotation=-30, ha=\"right\", rotation_mode=\"anchor\")\n",
    "    ax.set_yticks(range(data.shape[0]), labels=row_labels)\n",
    "\n",
    "    # Let the horizontal axes labeling appear on top.\n",
    "    ax.tick_params(top=True, bottom=False,\n",
    "                   labeltop=True, labelbottom=False)\n",
    "\n",
    "    # Turn spines off and create white grid.\n",
    "    # 为了创建网格，需要设置两个坐标轴的副刻度\n",
    "    ax.spines[:].set_visible(False)\n",
    "\n",
    "    ax.set_xticks(np.arange(data.shape[1]+1)-.5, minor=True)\n",
    "    ax.set_yticks(np.arange(data.shape[0]+1)-.5, minor=True)\n",
    "    # which='minor'根据副刻度绘制网格\n",
    "    ax.grid(which=\"minor\", color=\"w\", linestyle='-', linewidth=3)\n",
    "    ax.tick_params(which=\"minor\", bottom=False, left=False)\n",
    "\n",
    "    return im, cbar\n",
    "\n",
    "\n",
    "def annotate_heatmap(im, data=None, valfmt=\"{x:.2f}\",\n",
    "                     textcolors=(\"black\", \"white\"),\n",
    "                     threshold=None, **textkw):\n",
    "    \"\"\"\n",
    "    A function to annotate a heatmap.\n",
    "\n",
    "    Parameters\n",
    "    ----------\n",
    "    im\n",
    "        The AxesImage to be labeled.\n",
    "    data\n",
    "        Data used to annotate.  If None, the image's data is used.  Optional.\n",
    "    valfmt\n",
    "        热力图内部注解的格式  This should either\n",
    "        use the string format method, e.g. \"$ {x:.2f}\", or be a\n",
    "        `matplotlib.ticker.Formatter`.  Optional.\n",
    "    textcolors\n",
    "        A pair of colors.  The first is used for values below a threshold,\n",
    "        the second for those above.  Optional.\n",
    "        热力图中两种注解的颜色\n",
    "    threshold\n",
    "        Value in data units according to which the colors from textcolors are\n",
    "        applied.  If None (the default) uses the middle of the colormap as\n",
    "        separation.  Optional.\n",
    "        用于恰当地根据网格颜色调整字体颜色，可以不设定\n",
    "    **kwargs\n",
    "        All other arguments are forwarded to each call to `text` used to create\n",
    "        the text labels.\n",
    "    \"\"\"\n",
    "\n",
    "    if not isinstance(data, (list, np.ndarray)):\n",
    "        data = im.get_array()\n",
    "\n",
    "    # Normalize the threshold to the images color range.\n",
    "    if threshold is not None:\n",
    "        threshold = im.norm(threshold)\n",
    "    else:\n",
    "        threshold = im.norm(data.max())/2.\n",
    "\n",
    "    # Set default alignment to center, but allow it to be\n",
    "    # overwritten by textkw.\n",
    "    kw = dict(horizontalalignment=\"center\",\n",
    "              verticalalignment=\"center\")\n",
    "    kw.update(textkw)\n",
    "\n",
    "    # Get the formatter in case a string is supplied\n",
    "    if isinstance(valfmt, str):\n",
    "        valfmt = matplotlib.ticker.StrMethodFormatter(valfmt)\n",
    "\n",
    "    # Loop over the data and create a `Text` for each \"pixel\".\n",
    "    # Change the text's color depending on the data.\n",
    "    texts = []\n",
    "    for i in range(data.shape[0]):\n",
    "        for j in range(data.shape[1]):\n",
    "            kw.update(color=textcolors[int(im.norm(data[i, j]) > threshold)])\n",
    "            text = im.axes.text(j, i, valfmt(data[i, j], None), **kw)\n",
    "            texts.append(text)\n",
    "\n",
    "    return texts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "im, cbar = heatmap(harvest, vegetables, farmers, ax=ax,\n",
    "                   cmap=\"YlGn\", cbarlabel=\"harvest [t/year]\")\n",
    "texts = annotate_heatmap(im, valfmt=\"{x:.1f} t\")\n",
    "\n",
    "fig.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 一些示例\n",
    "np.random.seed(19680801)\n",
    "\n",
    "fig, ((ax, ax2), (ax3, ax4)) = plt.subplots(2, 2, figsize=(8, 6))\n",
    "\n",
    "# Replicate the above example with a different font size and colormap.\n",
    "\n",
    "im, _ = heatmap(harvest, vegetables, farmers, ax=ax,\n",
    "                cmap=\"Wistia\", cbarlabel=\"harvest [t/year]\")\n",
    "annotate_heatmap(im, valfmt=\"{x:.1f}\", size=7)\n",
    "\n",
    "# Create some new data, give further arguments to imshow (vmin),\n",
    "# use an integer format on the annotations and provide some colors.\n",
    "\n",
    "data = np.random.randint(2, 100, size=(7, 7))\n",
    "y = [f\"Book {i}\" for i in range(1, 8)]\n",
    "x = [f\"Store {i}\" for i in list(\"ABCDEFG\")]\n",
    "im, _ = heatmap(data, y, x, ax=ax2, vmin=0,\n",
    "                cmap=\"magma_r\", cbarlabel=\"weekly sold copies\")\n",
    "annotate_heatmap(im, valfmt=\"{x:d}\", size=7, threshold=20,\n",
    "                 textcolors=(\"red\", \"white\"))\n",
    "\n",
    "# Sometimes even the data itself is categorical. Here we use a\n",
    "# `matplotlib.colors.BoundaryNorm` to get the data into classes\n",
    "# and use this to colorize the plot, but also to obtain the class\n",
    "# labels from an array of classes.\n",
    "\n",
    "data = np.random.randn(6, 6)\n",
    "y = [f\"Prod. {i}\" for i in range(10, 70, 10)]\n",
    "x = [f\"Cycle {i}\" for i in range(1, 7)]\n",
    "\n",
    "qrates = list(\"ABCDEFG\")\n",
    "norm = matplotlib.colors.BoundaryNorm(np.linspace(-3.5, 3.5, 8), 7)\n",
    "fmt = matplotlib.ticker.FuncFormatter(lambda x, pos: qrates[::-1][norm(x)])\n",
    "\n",
    "im, _ = heatmap(data, y, x, ax=ax3,\n",
    "                cmap=mpl.colormaps[\"PiYG\"].resampled(7), norm=norm,\n",
    "                cbar_kw=dict(ticks=np.arange(-3, 4), format=fmt),\n",
    "                cbarlabel=\"Quality Rating\")\n",
    "\n",
    "annotate_heatmap(im, valfmt=fmt, size=9, fontweight=\"bold\", threshold=-1,\n",
    "                 textcolors=(\"red\", \"black\"))\n",
    "\n",
    "# We can nicely plot a correlation matrix. Since this is bound by -1 and 1,\n",
    "# we use those as vmin and vmax. We may also remove leading zeros and hide\n",
    "# the diagonal elements (which are all 1) by using a\n",
    "# `matplotlib.ticker.FuncFormatter`.\n",
    "\n",
    "corr_matrix = np.corrcoef(harvest)\n",
    "im, _ = heatmap(corr_matrix, vegetables, vegetables, ax=ax4,\n",
    "                cmap=\"PuOr\", vmin=-1, vmax=1,\n",
    "                cbarlabel=\"correlation coeff.\")\n",
    "\n",
    "\n",
    "def func(x, pos):\n",
    "    return f\"{x:.2f}\".replace(\"0.\", \".\").replace(\"1.00\", \"\")\n",
    "\n",
    "annotate_heatmap(im, valfmt=matplotlib.ticker.FuncFormatter(func), size=7)\n",
    "\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import matplotlib.cbook as cbook\n",
    "import matplotlib.patches as patches\n",
    "\n",
    "with cbook.get_sample_data('grace_hopper.jpg') as image_file:\n",
    "    image = plt.imread(image_file)\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "im = ax.imshow(image)\n",
    "patch = patches.Circle((260, 200), radius=200, transform=ax.transData)\n",
    "im.set_clip_path(patch)\n",
    "\n",
    "ax.axis('off')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
